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Weather-Driven Fundamentals

Access weather-driven fundamentals delivering high-quality forecast models and actuals for power consumption and renewable generation from wind, solar, and hydro. The data also includes residual load, calculated as total consumption minus wind and solar production, providing a clear view of market balance and flexibility needs.

Wind and solar power production
Comprehensive market coverage

Comprehensive market coverage

Weather-driven models for power consumption and renewable generation (wind, solar, hydro) across most European price areas and all Japanese regions, backed by 10+ years of historical data.

Multi-source weather data

Multi-source weather data

Forecast models powered by a combination of leading global and AI-based weather providers (ECMWF, Jua AI-weather models, GFS, ICON, ERA5 reanalysis) ensure consistent, robust input data across all time horizons, from intraday to 46 days ahead and climate normals up to 2050.

Reliable, actionable insights

Reliable, actionable insights

Live-updated models built on advanced machine learning and leading weather data, benchmarked against actuals to ensure accuracy and support trading, risk management, and investment decisions.

Explore the full range of weather-driven fundamentals

Wind & solar forecasts

Accurate, high-resolution renewable generation forecasts powered by advanced models and multiple weather sources to support trading, planning and risk management.

Hydropower forecasts

Accurate inflow, production and reservoir forecasts from advanced weather-to-hydrology models. AI- and physics-based, they cover snow, groundwater and hydrological balance across Europe for short- to medium-term.

Consumption & residual load forecasts

Trusted demand forecasts and residual load calculations that reveal market balance, flexibility needs, and price drivers for better energy market decisions.

Weather scenarios

Long-term weather scenarios and normals extending to 2050, providing robust insights into capacity growth, weather variability and investment risk assessment.

Use cases

Energy markets move fast, and price swings can make or break positions. Traders need accurate, timely forecasts to reduce uncertainty and act with confidence. We provide high-resolution forecasts for wind, solar, hydro and demand, continuously updated with multiple weather sources. This enables traders to optimise bidding strategies, manage price risks, and capture opportunities across intraday, day-ahead and markets with longer time horizons. 

Operating renewable assets means dealing with unpredictable and costly imbalances. Asset owners need reliable forecasts to optimise output, reduce imbalance penalties and schedule maintenance more effectively. We deliver accurate, regional forecasts for wind, solar, and hydro, combined with demand and residual load data, enabling asset owners to maximise profitability while maintaining operational stability.

Investing in energy projects requires long-term visibility into returns and risks. Market volatility, weather variability and climate change all add uncertainty. We provide weather data with scenarios up to 2050, alongside long-term demand and production forecasts. This helps investors evaluate project profitability, understand climate-related risks, and make better-informed investment decisions with confidence.

Analysts need trusted data to build models, evaluate scenarios and provide insights for stakeholders. Fragmented or low-quality data slows analysis and reduces reliability. We provide consistent, validated datasets with API access, Excel integration and visualisation tools. Covering renewables, demand, residual load and climate data, Insight enables analysts to quickly run scenarios, benchmark models and deliver robust recommendations.

Trusted by leading power market exchange participants

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Uniper logo
axpo - logo
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Contact us for more information about our solutions

Do you want to learn more about our weather-driven fundamentals?

Discover how our forecasts and weather scenarios can improve your planning, trading, and modelling accuracy. Get in touch to book a demo, request a free trial, or speak with one of our experts.

Carsten Focke-Wenzel

Carsten Focke-Wenzel, Solution Sales Expert at Insight by Volue